An Introduction to Automatic Differentiation with a Visualization Tool
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Module 1: The Basics of Forward Mode
I. Introduction
II. The Basics of Forward Mode
III. A Tool for Visualizing Automatic Differentiation
IV. A First Demo of Automatic Differentiation
V. Exercises
Module 2: Deeper Into Forward Mode
I. The Computational Trace and Practice with the Visualization Tool
II. More Theory
III. Exercises
Module 3: The Reverse Mode of Automatic Differentiation
I. The Basics of Reverse Mode
II. Summary Sketch of Reverse Mode
III. The Basic Equations
IV. An Example for Intuition
V. Practice with the Visualization Tool
VI. More Theory
VII. A Comparison of Forward and Reverse Mode
VIII. Going Forward
IX. Exercise
Module 4: Beyond the Basics: Extensions and Software Development
The Dual Numbers
Toward Software Implementation
Exercises
References and Additional Resources
Solutions to Exercises
Module 1
Module 2
Module 3
Beyond the Basics
Indices and tables
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Index
Module Index
Search Page
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Navigation
Module 1: The Basics of Forward Mode
Module 2: Deeper Into Forward Mode
Module 3: The Reverse Mode of Automatic Differentiation
Module 4: Beyond the Basics: Extensions and Software Development
References and Additional Resources
Solutions to Exercises
Related Topics
Documentation overview
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Module 1: The Basics of Forward Mode
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